{"id":3391,"date":"2024-04-21T16:23:07","date_gmt":"2024-04-21T08:23:07","guid":{"rendered":"http:\/\/khsci.com\/docs\/?p=3391"},"modified":"2024-10-26T20:48:41","modified_gmt":"2024-10-26T12:48:41","slug":"cnnclasspy","status":"publish","type":"post","link":"https:\/\/www.khsci.com\/docs\/index.php\/2024\/04\/21\/cnnclasspy\/","title":{"rendered":"\u4f7f\u7528CNN\u8fdb\u884c\u6a21\u5f0f\u8bc6\u522b\uff08\u5206\u7c7b\uff09\u4ee3\u7801\uff08Python\u7248\uff09"},"content":{"rendered":"         <style>\r\n             #player69ed837c8494b.h5vp_player { widthborder-radius overflow: hidden; }        <\/style>\r\n        <div id=\"h5vp_player\">\r\n            <div id=\"player69ed837c8494b\" class=\"h5vp_player h5vp_player_initializer\" 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support the video tag.\r\n                <\/video>\r\n            <\/div>\r\n        <\/div>\r\n        \n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size is-style-outline has-small-font-size\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.bilibili.com\/video\/BV1981xY7Exb\/?vd_source=5e65959f8a047340cb194f5cc1d54eb4\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u5907\u7528\u5730\u5740<\/a><\/div>\n<\/div>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p><\/p>\n\n\n\n<p>-CNN\u5206\u7c7b\u4f7f\u7528pytorch\u6846\u67b6\u7684\u5feb\u901f\u5b9e\u73b0<\/p>\n\n\n\n<p>&#8211;<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u652f\u6301\u4e00\u7ef4\u3001\u4e8c\u7ef4\u3001\u4e09\u7ef4\u6570\u636e\uff0c\u4e14\u6709\u6f14\u793a\u6848\u4f8b\u3002<\/mark><\/p>\n\n\n\n<p>-\u53ef\u4ee5<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-green-cyan-color\">\u81ea\u7531\u8bbe\u7f6e<\/mark>\u795e\u7ecf\u7f51\u7edc\u5377\u79ef\u5c42\u7ed3\u6784\u3001\u6c60\u5316\u5c42\u7ed3\u6784<\/p>\n\n\n\n<p>-\u53ef\u4ee5\u5feb\u901f\u5212\u5206<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u3001\u6d4b\u8bd5\u96c6<\/mark>\uff0c\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u540e\u7ed8\u5236\u51fa\u6d4b\u8bd5\u96c6\u6df7\u6dc6\u77e9\u9635<\/p>\n\n\n\n<p>&#8211;<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-pale-cyan-blue-color\">\u591a\u79cd\u8bad\u7ec3\u53c2\u6570\u53ef\u8bbe\u7f6e<\/mark>\uff0c\u5305\u62ec\u8fed\u4ee3\u6b21\u6570\u3001\u521d\u59cb\u5b66\u4e60\u7387\u7b49\u7b49<\/p>\n\n\n\n<p>-\u53ef\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\uff0c\u4fdd\u8bc1\u6bcf\u6b21\u8fd0\u884c\u7ed3\u679c\u4fdd\u6301\u4e00\u81f4<\/p>\n\n\n\n<p>\u2013<strong>\u9700\u8981\u4f60\u505a\u7684\u57fa\u672c\u53ea\u6709<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-purple-color\">\u5bfc\u5165\u6570\u636e<\/mark>\u548c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-purple-color\">\u8c03\u53c2<\/mark>\u3002<\/strong><\/p>\n\n\n\n<p>\u2013<strong>\u7edd\u5927\u591a\u6570\u6d41\u7a0b\u90fd\u88ab\u5c01\u88c5\u56fa\u5316\u5230\u51fd\u6570\u4e2d\uff0c\u4eff\u7167\u6848\u4f8b\u5bfc\u5165\u4f60\u7684\u6570\u636e\u5373\u523b\u5f97\u5230\u7ed3\u679c~<\/strong><\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u4ee3\u7801\u8fd0\u884c\u73af\u5883<\/h4>\n\n\n\n<p>\u8fd0\u884c\u73af\u5883\u63a8\u8350\u4e3a\uff1aVSCode+Anaconda+Pytorch+CUDA\uff0c<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/693620785\">\u914d\u7f6e\u6559\u7a0b\u89c1\u6b64\u5904<\/a>\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u6309\u7167\u4e0a\u8ff0\u73af\u5883\u914d\u7f6e\uff0c\u5219\u4ee3\u7801\u57fa\u672c\u53ef\u4ee5\u4e0b\u8f7d\u5373\u7528\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f7f\u7528\u4f60\u7684\u73b0\u6709\u73af\u5883\uff0c\u9700\u8981\u5b89\u88c5\u4f9d\u8d56\u7684\u5305\uff0c\u8fd9\u4e2a\u53ef\u4ee5\u6839\u636e\u4ee3\u7801\u8fd0\u884c\u65f6\u7684\u62a5\u9519\u5185\u5bb9\u5224\u65ad\u548c\u5b89\u88c5\u3002<\/p>\n\n\n\n<p><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">\u5efa\u8bae\u5927\u5bb6\u4f7f\u7528\u63a8\u8350\u73af\u5883\u3002<\/mark><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u7a0b\u5e8f\u4ecb\u7ecd<\/h4>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"177\" height=\"172\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-7.png\" alt=\"\" class=\"wp-image-3395\"\/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\">\u7a0b\u5e8f\u6587\u4ef6<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color 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class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/80\/v2-7c6a4264e0ad579076b6c6fe8e22ca09_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p><strong>\uff082\uff09\u8bad\u7ec3\u8fc7\u7a0b\u56fe\u3002<\/strong><\/p>\n\n\n\n<p>\u4e0b\u8fb9\u4e24\u5f20\u56fe\u5206\u522b\u662floss\u503c\u548c\u5206\u7c7b\u51c6\u786e\u5ea6\u7684\u6536\u655b\u8fc7\u7a0b\u3002\u5176\u4e2d\u84dd\u8272\u7ebf\u6761\u662f\u8bad\u7ec3\u96c6\u7ed3\u679c\uff0c\u6a59\u8272\u7ebf\u6761\u662f\u9a8c\u8bc1\u96c6\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u6b64\u56fe\u4e5f\u662f\u8bba\u6587\u5fc5\u753b\u56fe\u4e4b\u4e00\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/80\/v2-17ef59c89e031997aebb7e9d48045c1c_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p><strong>\uff083\uff09\u7f51\u7edc\u7ed3\u6784\u56fe\u3001\u8868\u3002<\/strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\uff08\u5b8c\u6574\u7248\u72ec\u6709\uff09<\/mark><\/p>\n\n\n\n<p>\u7f51\u7edc\u7ed3\u6784\u56fe\u4e2d\u6709\u6bcf\u5c42\u7f51\u7edc\u7684\u7c7b\u578b\u3001\u8f93\u5165\u548c\u8f93\u51fa\u6570\u636e\u5c3a\u5bf8\u3001\u7f51\u7edc\u7ed3\u6784\u7b49\u4fe1\u606f\uff0c\u65b9\u4fbf\u5927\u5bb6\u8bba\u6587\u4e2d\u4f7f\u7528\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/80\/v2-046613d59c99984fedbc1eeb87b783db_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p>\u7f51\u7edc\u7ed3\u6784\u8868\u4e2d\u6709\u7f51\u7edc\u4e2d\u5404\u4e2a\u5c42\u7684\u7c7b\u578b\u4ee5\u53ca\u5c3a\u5bf8\u7b49\u4fe1\u606f\uff0c\u5199\u8bba\u6587\u65f6\u4e5f\u7528\u5f97\u5230\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/80\/v2-fdd84027a2e594b7fcf310e28a363da9_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p><strong>\uff084\uff09\u8bad\u7ec3\u8fc7\u7a0b\u8868\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5c06\u5728\u7ec8\u7aef\u6253\u5370\u51fa\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u5b9e\u65f6Loss\u503c\u548c\u51c6\u786e\u7387\u503c\uff0c\u5c31\u50cf\u4e0b\u8fb9\u8fd9\u6837\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/80\/v2-192bf196174711cfe6b81e061d0db603_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p>\u4e0a\u8fb9\u8fd9\u4e2aMNIST\u6570\u636e\u96c6\u6d4b\u8bd5\u96c6\u6b63\u786e\u7387\u662f98.7%\uff0c\u8fd9\u4e2a\u662f\u968f\u610f\u8c03\u4e86\u8c03\u7f51\u7edc\u548c\u53c2\u6570\u7684\u7ed3\u679c\uff0c\u5982\u679c\u82b1\u65f6\u95f4\u8fdb\u4e00\u6b65\u4f18\u5316\u7f51\u7edc\uff0c\u53ef\u4ee5\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>2.demoCNN_iris.py\u6587\u4ef6<\/strong>\uff08\u5b8c\u6574\u7248\u4ee3\u7801\u72ec\u6709\uff09<\/mark><\/h4>\n\n\n\n<p>\u4f7f\u7528iris\u6570\u636e\u96c6\u8fdb\u884c\u9e22\u5c3e\u82b1\u6570\u636e\u96c6\u7684\u8bc6\u522b\u7684\u6848\u4f8b\uff0c\u5176\u4e2d\u6f14\u793a\u4e86FunClassCNNs\u51fd\u6570\u5bf9\u4e8e<strong>\u4e00\u7ef4\u6570\u636e<\/strong>\u7684\u5e94\u7528\u65b9\u5f0f\u793a\u8303\u3002\u5728\u8fd9\u4e2a\u4f8b\u5b50\u91cc\u6211\u4eec\u8fd8\u6f14\u793a\u4e86\u5f53\u6570\u636e\u6587\u4ef6\u4e3a\u8868\u683c\uff08CSV\uff09\u65f6\u7684\u5904\u7406\u65b9\u6cd5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/80\/v2-e9fbb26f44ca7b968216c909407961e9_720w.jpg?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center\">\u9e22\u5c3e\u82b1<\/p>\n\n\n\n<p>\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u3002\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6210\u540e\uff0c\u5c06\u4f1a\u753b\u51fa\u5982\u4e0b\u56fe\u50cf\uff08\u8fd9\u4e9b\u56fe\u50cf\u7684\u542b\u4e49\u4e0e\u4e0a\u8fb9\u7b2c\u4e00\u4e2a\u6848\u4f8b\u76f8\u540c\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/80\/v2-f9ee9662c6badf4ff267c3f724115a3a_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">3.demoCNN_catdog.py\u6587\u4ef6\uff08\u5b8c\u6574\u7248\u4ee3\u7801\u72ec\u6709\uff09<\/mark><\/strong><\/p>\n\n\n\n<p>\u732b\u72d7\u5927\u6218\u6570\u636e\u96c6\u4e2d\u5305\u542b\u4e86\u4e0d\u540c\u5c3a\u5bf8\u7684\u732b\u3001\u72d7\u5f69\u8272\u56fe\u50cf\u3002<\/p>\n\n\n\n<p>\u7c7b\u522b\u53ea\u6709\u732b\u548c\u72d7\u4e24\u7c7b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/80\/v2-1fc83b282593129f14e3b653c89df831_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u672c\u6848\u4f8b\u4e2d\u4e3a\u4e86\u8f7b\u91cf\u5316\u7a0b\u5e8f\u6587\u4ef6\uff0c\u4ece\u5176\u4e2d\u9009\u53d6\u4e862000\u5f20\u56fe\u7247\uff08\u732b\u3001\u72d7\u54041000\uff09\u3002<\/p>\n\n\n\n<p>\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u3002\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6210\u540e\uff0c\u5c06\u4f1a\u753b\u51fa\u5982\u4e0b\u56fe\u50cf\uff08\u8fd9\u4e9b\u56fe\u50cf\u7684\u542b\u4e49\u4e0e\u4e0a\u8fb9\u7b2c\u4e00\u4e2a\u6848\u4f8b\u76f8\u540c\uff09\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/80\/v2-8207bc89b57aa3908af9bf39ab31514a_1440w.png?source=d16d100b\" alt=\"\"\/><\/figure><\/div>\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">4.khCNN.py\u6587\u4ef6<\/mark><\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528CNN\u8fdb\u884c\u6a21\u5f0f\u8bc6\u522b(\u5206\u7c7b)\u7684\u5feb\u901f\u5b9e\u73b0\u7684\u5e93\u6587\u4ef6\uff0c\u5176\u4e2d\u5305\u542b\u4e86FunClassCNNs\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u7684\u8bf4\u660e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-python\">def FunClassCNNs(dataX, dataY, divideR, cLayer, poolingLayer, fcLayer, options, setting):\n    &quot;&quot;&quot;\n    \u4f7f\u7528CNN\u8fdb\u884c\u6a21\u5f0f\u8bc6\u522b(\u5206\u7c7b)\u7684\u5feb\u901f\u5b9e\u73b0\u51fd\u6570,\u7a0b\u5e8f\u4f1a\u4f18\u5148\u4f7f\u7528GPU\u8fdb\u884c\u52a0\u901f,\u5982\u679c\u6ca1\u6709GPU\u5219\u4f7f\u7528CPU\n    \n    \u53c2\u6570:\n    - dataX: \u8f93\u5165\u6570\u636e,\u5f62\u72b6\u4e3a(num_samples, num_channels, height, width)\u7684numpy\u6570\u7ec4\n    - dataY: \u6807\u7b7e\u503c,\u5f62\u72b6\u4e3a(num_samples,)\u7684numpy\u6570\u7ec4,\u53ef\u4ee5\u662f\u5411\u91cf\u578b\u6216\u7d22\u5f15\u578b\n    - divideR: \u6570\u636e\u96c6\u5212\u5206\u6bd4\u4f8b,\u5f62\u5982[train_ratio, val_ratio, test_ratio]\u7684\u5217\u8868\n    - cLayer: \u5377\u79ef\u5c42\u7ed3\u6784,\u5f62\u72b6\u4e3a(num_conv_layers, 5)\u7684numpy\u6570\u7ec4,\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u4e2a\u5377\u79ef\u5c42\u7684\u53c2\u6570[filter_height, filter_width, num_filters, stride, padding]\n    - poolingLayer: \u6c60\u5316\u5c42\u7ed3\u6784,\u5f62\u72b6\u4e3a(num_conv_layers, 5)\u7684\u5217\u8868,\u6bcf\u4e00\u884c\u4ee3\u8868\u4e00\u4e2a\u6c60\u5316\u5c42\u7684\u53c2\u6570[&#039;pool_type&#039;, pool_height, pool_width, stride, padding],\u5176\u4e2dpool_type\u53ef\u4ee5\u662f&#039;maxPooling2dLayer&#039;\u6216&#039;averagePooling2dLayer&#039;\u6216&#039;none&#039;\n    - fcLayer: \u5168\u8fde\u63a5\u5c42\u7ed3\u6784,\u5f62\u72b6\u4e3a(num_fc_layers,)\u7684\u5217\u8868,\u6bcf\u4e00\u4e2a\u5143\u7d20\u4ee3\u8868\u4e00\u4e2a\u5168\u8fde\u63a5\u5c42\u7684\u8f93\u51fa\u7ef4\u5ea6,\u5982\u679c\u4e3a\u7a7a\u5217\u8868\u5219\u53ea\u6709\u4e00\u4e2a\u8f93\u51fa\u7ef4\u5ea6\u7b49\u4e8e\u7c7b\u522b\u6570\u7684\u5168\u8fde\u63a5\u5c42\n    - options: \u7f51\u7edc\u8bad\u7ec3\u76f8\u5173\u7684\u9009\u9879,\u5b57\u5178\u7c7b\u578b,\u5305\u542b\u4ee5\u4e0b\u952e\u503c\u5bf9:\n      - &#039;solverName&#039;: \u4f18\u5316\u5668\u7c7b\u578b,\u53ef\u4ee5\u662f&#039;sgdm&#039;\u6216&#039;rmsprop&#039;\u6216&#039;adam&#039;,\u9ed8\u8ba4\u4e3a&#039;adam&#039;\n      - &#039;MaxEpochs&#039;: \u6700\u5927\u8fed\u4ee3\u6b21\u6570,\u9ed8\u8ba4\u4e3a30\n      - &#039;MiniBatchSize&#039;: \u6279\u91cf\u5927\u5c0f,\u9ed8\u8ba4\u4e3a128\n      - &#039;InitialLearnRate&#039;: \u521d\u59cb\u5b66\u4e60\u7387,\u9ed8\u8ba4\u4e3a0.005\n      - &#039;ValidationFrequency&#039;: \u9a8c\u8bc1\u9891\u7387,\u5373\u6bcf\u591a\u5c11\u6b21\u8fed\u4ee3\u8fdb\u884c\u4e00\u6b21\u9a8c\u8bc1,\u9ed8\u8ba4\u4e3a50\n      - &#039;LearnRateSchedule&#039;: \u5b66\u4e60\u7387\u8c03\u5ea6\u65b9\u5f0f,\u53ef\u4ee5\u662f&#039;piecewise&#039;\u6216&#039;none&#039;,\u9ed8\u8ba4\u4e3a&#039;none&#039;\n      - &#039;LearnRateDropPeriod&#039;: \u5b66\u4e60\u7387\u4e0b\u964d\u5468\u671f,\u9ed8\u8ba4\u4e3a10\n      - &#039;LearnRateDropFactor&#039;: \u5b66\u4e60\u7387\u4e0b\u964d\u56e0\u5b50,\u9ed8\u8ba4\u4e3a0.95\n    - setting: \u5176\u4ed6\u9009\u9879,\u5b57\u5178\u7c7b\u578b,\u5305\u542b\u4ee5\u4e0b\u952e\u503c\u5bf9:\n      - figflag: \u662f\u5426\u7ed8\u5236\u56fe\u50cf,&#039;on&#039;\u4e3a\u7ed8\u5236,&#039;off&#039;\u4e3a\u4e0d\u7ed8\u5236\n      - deviceSel: \u8bad\u7ec3\u8bbe\u5907\u9009\u62e9,\u53ef\u4ee5\u662f&#039;cpu&#039;\u6216&#039;gpu&#039;,\u9ed8\u8ba4\u4e3a&#039;gpu&#039;,\u5f53\u8bbe\u7f6e\u4e3a&#039;gpu&#039;\u65f6,\u5982\u679cgpu\u786c\u4ef6\u4e0d\u53ef\u7528,\u5219\u4f1a\u81ea\u52a8\u5207\u6362\u5230cpu\n      - seed: \u968f\u673a\u79cd\u5b50,\u6574\u6570,\u8bbe\u7f6e\u4e3a0\u65f6\u4e0d\u542f\u7528,\u8bbe\u7f6e\u4e3a\u5176\u4ed6\u6574\u6570\u65f6\u542f\u7528,\u4e0d\u540c\u7684\u6574\u6570\u4e3a\u4e0d\u540c\u7684\u79cd\u5b50\u503c,\u53d8\u6362\u79cd\u5b50\u503c\u4f1a\u5f71\u54cd\u7ed3\u679c,\u76f8\u540c\u79cd\u5b50\u7684\u8ba1\u7b97\u7ed3\u679c\u662f\u4e00\u81f4\u7684,\u7f3a\u7701\u65f6\u4e3a\u4e0d\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\n      - minmax: \u662f\u5426\u8fdb\u884c\u5f52\u4e00\u5316,\u5e03\u5c14\u503c,\u9ed8\u8ba4\u4e3aTrue\n      \n    \u8fd4\u56de\u503c:\n    - accuracy: \u6d4b\u8bd5\u96c6\u4e0a\u7684\u51c6\u786e\u7387\n    - recall: \u6d4b\u8bd5\u96c6\u4e0a\u7684\u53ec\u56de\u7387\n    - precision: \u6d4b\u8bd5\u96c6\u4e0a\u7684\u7cbe\u786e\u7387\n    - model: \u8bad\u7ec3\u597d\u7684PyTorch\u6a21\u578b\n    - info: \u5305\u542b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u635f\u5931\u548c\u51c6\u786e\u7387\u4fe1\u606f\u7684\u5b57\u5178\n    &quot;&quot;&quot;<\/code><\/pre>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">5.mnist.npz\u6587\u4ef6<\/mark><\/strong><\/p>\n\n\n\n<p>mnist\u624b\u5199\u6570\u5b57\u6570\u636e\u96c6\u6587\u4ef6\uff0c\u5728\u7a0b\u5e8f\u4e2d\u8c03\u7528\u3002<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">6.iris.csv\u6587\u4ef6<\/mark><\/strong><\/p>\n\n\n\n<p>\u9e22\u5c3e\u82b1\u6570\u636e\u96c6\u6587\u4ef6\uff0c\u5728\u7a0b\u5e8f\u4e2d\u8c03\u7528\u3002<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">7.catdogFig\u6587\u4ef6\u5939<\/mark><\/strong><\/p>\n\n\n\n<p>\u732b\u3001\u72d7\u56fe\u7247\u5b58\u653e\u7684\u6587\u4ef6\u5939\u3002<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">8.torchview\u6587\u4ef6\u5939<\/mark><\/strong><\/p>\n\n\n\n<p>\u7ed8\u5236\u7f51\u7edc\u7ed3\u6784\u56fe\u4f9d\u8d56\u7684\u6587\u4ef6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-48ed3464-f92e-4cf6-bfd0-0c12c72184ad\">\u4e09\u3001\u5feb\u901f\u5f00\u59cb<\/h4>\n\n\n\n<p id=\"block-b642d1fa-784c-47f9-b351-25d06e6327db\"><strong>1.\u73af\u5883\u914d\u7f6e<\/strong><\/p>\n\n\n\n<p>1.1 \u8fd0\u884c\u73af\u5883\u63a8\u8350\u4e3a\uff1aVSCode+Anaconda+Pytorch+CUDA\uff0c<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/693620785\">\u914d\u7f6e\u6559\u7a0b\u89c1\u6b64\u5904<\/a>\u3002<\/p>\n\n\n\n<p>1.2 \u5728\u914d\u7f6e\u597d\u4e0a\u8ff0\u73af\u5883\u540e\uff0c\u8fd8\u9700\u8981\u5b89\u88c5\u4ee5\u4e0b\u5305\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-bash\">pip install graphviz<\/code><\/pre>\n\n\n\n<p>1.3 \u53e6\u5916\uff0c\u4e3a\u4e86\u6b63\u786e\u7ed8\u5236\u6df7\u6dc6\u77e9\u9635\u56fe\uff0c\u9700\u8981\u6267\u884c\u4ee5\u4e0b\u4ee3\u7801\u5b9e\u73b0matplotlib\u7684\u964d\u7ea7\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-bash\">conda install matplotlib=3.7.2<\/code><\/pre>\n\n\n\n<p>1.4 \u70b9\u51fb<a href=\"https:\/\/gitlab.com\/api\/v4\/projects\/4207231\/packages\/generic\/graphviz-releases\/10.0.1\/windows_10_cmake_Release_graphviz-install-10.0.1-win64.exe\">\u8fd9\u4e2a\u94fe\u63a5<\/a>\uff0c\u4e0b\u8f7dgraphviz\u7684\u5b89\u88c5\u5305\u3002<\/p>\n\n\n\n<p>\u8fd0\u884c\u5b89\u88c5\u5305\uff0c\u70b9\u51fb\u4e0b\u4e00\u6b65\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"362\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-8.png\" alt=\"\" class=\"wp-image-3398\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-8.png 503w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-8-300x216.png 300w\" sizes=\"(max-width: 503px) 100vw, 503px\" \/><\/figure><\/div>\n\n\n<p>\u70b9\u51fb\u63a5\u53d7\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"362\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-9.png\" alt=\"\" class=\"wp-image-3399\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-9.png 503w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-9-300x216.png 300w\" sizes=\"(max-width: 503px) 100vw, 503px\" \/><\/figure><\/div>\n\n\n<p>\u6ce8\u610f\uff01\u8fd9\u6b65\u8981\u9009\u7b2c\u4e8c\u9879\uff1aAdd Graphviz to the system PATH for all users<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"362\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-10.png\" alt=\"\" class=\"wp-image-3400\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-10.png 503w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-10-300x216.png 300w\" sizes=\"(max-width: 503px) 100vw, 503px\" \/><\/figure><\/div>\n\n\n<p>\u9009\u62e9\u4e00\u4e2a\u8def\u5f84\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"362\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-11.png\" alt=\"\" class=\"wp-image-3401\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-11.png 503w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2024\/04\/image-11-300x216.png 300w\" sizes=\"(max-width: 503px) 100vw, 503px\" \/><\/figure><\/div>\n\n\n<p>\u5b89\u88c5\u5b8c\u4e4b\u540e\u91cd\u542f\u7535\u8111\u3002<\/p>\n\n\n\n<p>\u81f3\u6b64\u73af\u5883\u914d\u7f6e\u5b8c\u6210\u3002<\/p>\n\n\n\n<p id=\"block-b642d1fa-784c-47f9-b351-25d06e6327db\"><strong>2.\u8fd0\u884c\u6d4b\u8bd5\u811a\u672c<\/strong><\/p>\n\n\n\n<p id=\"block-7d7e8701-b7ba-48dd-8cc5-85a9c8f02780\">\u5148\u5728vscode\u91cc\u6253\u5f00\u4e0b\u8f7d\u597d\u7684\u6587\u4ef6\u5939\uff0c\u7136\u540e\u8fd0\u884c<strong>demoCNN_iris.py<\/strong>\u7a0b\u5e8f\uff0c\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6bd5\u540e\u5982\u679c\u6ca1\u62a5\u9519\uff0c\u4e14\u6b63\u5e38\u753b\u51fa\u4e0a\u8ff0\u56fe\u50cf\uff0c\u5219\u8bf4\u660e\u8fd0\u884c\u73af\u5883\u6b63\u5e38\uff0c\u7a0b\u5e8f\u6b63\u786e\u3002<\/p>\n\n\n\n<p id=\"block-1acb32fd-9694-43a9-b0ab-09500bc663da\"><strong>3.\u66ff\u6362\u6210\u4f60\u81ea\u5df1\u7684\u6570\u636e<\/strong><\/p>\n\n\n\n<p id=\"block-e20dcbee-602d-44e7-8d86-1178d03434be\">\u590d\u5236\u4e00\u4e2a<strong><strong>demoCNN_iris<\/strong>.py<\/strong>\uff08\u6216\u8005\u6839\u636e\u9700\u8981\u590d\u5236<strong>demoCNN_catdog.py<\/strong>\u6216<strong>demoCNN_iris.py<\/strong>\uff09\u7684\u6587\u4ef6\u526f\u672c\uff0c\u8fd9\u4e9bdemo\u6587\u4ef6\u7684\u7b2c\u4e00\u8282\u90fd\u662f\u52a0\u8f7d\u6570\u636e\u96c6\uff0c\u5927\u5bb6\u53c2\u8003\u8fd9\u51e0\u4e2ademo\u6587\u4ef6\u4e2d\u7684\u7b2c\u4e00\u8282\u7684\u6570\u636e\u5bfc\u5165\u65b9\u6cd5\uff0c\u66ff\u6362\u6210\u4f60\u81ea\u5df1\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u9700\u8981\u63d0\u9192\u5927\u5bb6\u6ce8\u610f\uff0c\u6570\u636e\u5bfc\u5165\u540e\u7684\u53d8\u91cf\u540d\uff0c\u8f93\u5165\u6570\u636e\u8bf7\u547d\u540d\u4e3axData\uff0c\u8f93\u51fa\u6570\u636e\u547d\u540d\u4e3ayData\u3002xData\u9700\u8981\u662fnumpy\u6570\u7ec4\uff0c\u4e14\u5f62\u72b6\u4e3a(num_samples, num_channels, height, width)\uff0c\u6bd4\u5982\u5bf9\u4e8emnist\u6570\u636e\u96c6\uff0c\u5176\u5f62\u72b6\u9700\u8981\u8f6c\u5316\u4e3a60000*1*28*28\uff0cnum_samples\u5373\u6570\u636e\u7ec4\u6570\uff0cmnist\u662f\u7070\u5ea6\u56fe\u4e3a\u5355\u901a\u9053\uff0c\u6240\u4ee5num_channels\u4e3a1\uff0cheight\u548cwidth\u662f\u56fe\u7247\u5927\u5c0f28*28\u50cf\u7d20\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-b71f6dd9-905a-435b-9dee-db0aafb5253c\">\u56db\u3001\u5173\u4e8e\u5b8c\u6574\u7248\u4e0e\u516c\u5f00\u7248\u4ee3\u7801<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u529f\u80fd<\/strong><\/td><td><strong>\u5b8c\u6574\u7248<\/strong><\/td><td><strong>\u516c\u5f00\u7248<\/strong><\/td><\/tr><tr><td>\u6570\u636e\u5bfc\u5165\u3001\u53c2\u6570\u8bbe\u7f6e\u3001\u5b9e\u73b0\u5206\u7c7b<\/td><td>\u221a<\/td><td>\u221a<\/td><\/tr><tr><td>\u8f6f\u4ef6\u5168\u90e8\u6e90\u7801\uff08py\u6587\u4ef6\uff09<\/td><td>\u221a<\/td><td>\u00d7<\/td><\/tr><tr><td>\u6df7\u6dc6\u77e9\u9635\u7b49\u56fe\u7247\u65e0\u6c34\u5370\uff0c\u53ef\u7ed8\u5236\u7f51\u7edc\u7ed3\u6784\u56fe<\/td><td>\u221a<\/td><td>\u00d7<\/td><\/tr><tr><td>\u9002\u7528\u4e8e\u7684\u6570\u636e\u7c7b\u578b<\/td><td>\u4e00\u7ef4\u3001\u4e8c\u7ef4\u3001\u4e09\u7ef4<\/td><td>\u4ec5\u4e8c\u7ef4<\/td><\/tr><tr><td>\u6700\u5927\u8fed\u4ee3\u6b21\u6570<\/td><td>\u4e0d\u9650\u5236<\/td><td>5<\/td><\/tr><tr><td>\u6700\u5927\u5377\u79ef\u5c42\u5c42\u6570<\/td><td>\u4e0d\u9650\u5236<\/td><td>2<\/td><\/tr><tr><td>\u5bfc\u51fa\u9884\u6d4b\u51c6\u786e\u5ea6\u3001\u8bad\u7ec3\u597d\u7684\u7f51\u7edc\u6a21\u578b\u3001\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u76f8\u5173\u53c2\u6570\uff08\u5982loss\u503c\u3001\u51c6\u786e\u5ea6\uff09\u7b49<\/td><td>\u53ef\u5bfc\u51fa<\/td><td>\u4e0d\u53ef\u5bfc\u51fa<\/td><\/tr><tr><td>CNN\u7f51\u7edc\u6570\u636e\u9884\u5904\u7406\u3001\u8c03\u53c2\u6280\u5de7\u89c6\u9891\u6559\u7a0b<\/td><td>\u221a<\/td><td>\u00d7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-30ec1c91-2cc7-4e0c-b2c1-8f5de91cddce\">\u4e94\u3001\u83b7\u53d6\u516c\u5f00\u7248\u7a0b\u5e8f\uff08\u9700\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6253\u5f00\uff09<\/h4>\n\n\n\n<div class=\"wpfd-single-file\">\n\n    <div class=\"wpfd-single-file--details wpfd-file-content\">\n                <h3 class=\"wpfd-file-content--title\">CNN\u5206\u7c7bPython\u4ee3\u7801\u516c\u5f00\u7248<\/h3>\n        <div class=\"wpfd-file-content--meta\">\n                    <div>\u6587\u4ef6\u5c3a\u5bf8: 54.79 MB<\/div>\n                    <div>\u66f4\u65b0: 22-04-2024<\/div>\n        <\/div>\n    <\/div>\n    <div class=\"wpfd-single-file--buttons\">\n                <a href=\"https:\/\/www.khsci.com\/docs\/index.php\/download\/6\/%e6%96%b0%e5%88%86%e7%b1%bb\/3417\/cnn%e5%88%86%e7%b1%bbpython%e4%bb%a3%e7%a0%81%e5%85%ac%e5%bc%80%e7%89%88.zip\"  data-id=\"3417\" title=\"CNN\u5206\u7c7bPython\u4ee3\u7801\u516c\u5f00\u7248\" class=\"noLightbox wpfd_downloadlink wpfd-single-file-button wpfd-button-download\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"36\" height=\"36\" viewBox=\"0 0 400 400\"><g fill=\"#ffffff\"><path d=\"M200 400H26c-18 0-26-9-26-27v-73c0-16 9-25 24-25h105a14 14 0 018 4l28 28c21 21 48 21 69 0l28-29a13 13 0 018-3h106c14 0 24 9 24 23v79c0 14-10 23-25 23H200zm155-63c-9 0-17 8-17 16a15 15 0 0015 16c9 0 17-7 17-16a16 16 0 00-15-16zm-47 16c0-9-7-16-16-16a16 16 0 00-15 16c0 9 6 16 15 16s16-7 16-16zM245 127h55a56 56 0 017 0c7 0 11 4 13 10 3 6 1 11-3 16l-43 45-62 63c-8 9-17 9-25 1L83 154c-5-5-6-11-4-18 3-7 9-9 15-9h61v-9-99c0-14 5-19 17-19h55c13 0 18 5 18 19v99z\"\/><\/g><\/svg>\n                    <span>\u4e0b\u8f7d<\/span>\n                <\/a>\n    <\/div>\n<\/div>\n\n\n\n\n<p class=\"is-style-iw-2em has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-62739f56c90d819a4d0adc8fe72f162a\" id=\"block-c03fc622-1986-4976-acfd-219cf79ad4aa\"><strong>\u6ce8\uff1a\u516c\u5f00\u7248\u4ee3\u7801\u9700\u4f7f\u7528Python3.11\u7248\u672c\u7684conda<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-be9fbd59-b6e4-422c-be8e-fde41423197b\">\u516d\u3001\u83b7\u53d6\u5b8c\u6574\u7248\u7a0b\u5e8f\uff08\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6216\u8005\u624b\u673a\u6d4f\u89c8\u5668\u6253\u5f00\uff09<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\" id=\"block-07fc515f-ed21-4711-a82c-601c7201a761\"><strong>\u83b7\u53d6\u901a\u9053\u4e00\uff08\u6dd8\u5b9d\uff09\uff1a<\/strong><a href=\"https:\/\/item.taobao.com\/item.htm?id=786938523251\" target=\"_blank\" rel=\"noreferrer noopener\">\u70b9\u51fb\u6b64\u5904\u83b7\u53d6\u5b8c\u6574\u7248\u7a0b\u5e8f<\/a><\/p>\n\n\n\n<p class=\"is-style-iw-2em\" id=\"block-4c022a67-4070-4311-b5bb-9def327cc120\"><strong>\u83b7\u53d6\u901a\u9053\u4e8c\uff08\u672c\u9875\u9762\uff09\uff1a<\/strong>\u70b9\u51fb\u4e0b\u9762\u201c\u7acb\u5373\u652f\u4ed8\u201d\u6309\u94ae\uff0c\u4ed8\u6b3e\u540e\u83b7\u53d6\u5b8c\u6574\u7248\u4ee3\u7801\u4e0b\u8f7d\u94fe\u63a5\u548c\u552e\u540e\u8054\u7cfb\u65b9\u5f0f~\u672c\u901a\u9053\u5904\u4e8e\u6d4b\u8bd5\u9636\u6bb5\uff0c\u4f7f\u7528\u8be5\u901a\u9053\u53ef\u4ee5\u989d\u5916\u4f18\u60e0\uff08\u4ec5\u970086.5\u5143\uff09\u3002<strong>\u4ed8\u6b3e\u5b8c\u6210\u540e\u5237\u65b0\u4e00\u4e0b\u672c\u9875\u9762\u5373\u53ef\u770b\u5230\u4e0b\u8f7d\u94fe\u63a5\u3002<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em has-vivid-red-color has-text-color has-link-color wp-elements-b379ef3e58b92627474e63bca19c09d7\" id=\"block-7665696e-8d92-471d-ba53-c804cb372e35\">\uff08\u6ce8\u610f\u652f\u4ed8\u8df3\u8f6c\u5931\u8d25\u7684\u8bdd\uff0c\u8bf7\u4f7f\u7528\u6d4f\u89c8\u5668\u6253\u5f00\u672c\u9875\u9762\uff09<\/p>\n\n\n<p><p><div class=\"erphp-wppay\">\n\t\t\t\t\u60a8\u9700\u8981\u5148\u652f\u4ed8 <b>86.5\u5143<\/b> \u624d\u80fd\u67e5\u770b\u6b64\u5904\u5185\u5bb9\uff01<a href=\"javascript:;\" class=\"erphp-wppay-loader\" data-post=\"3391\">\u7acb\u5373\u652f\u4ed8<\/a>\n\t\t\t<\/div><\/p><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-01473aa6-af8d-42d7-a315-6b745e3a6e34\">\u4e03\u3001\u5b8c\u6574\u7248\u4ee3\u7801\u91cd\u8981\u66f4\u65b0<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\" id=\"block-0f078438-0419-47ee-a693-7a87cfd957ae\">20240421 \u5b8c\u6210\u521d\u7248\u4ee3\u7801<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-8c64eadd-fe11-4b84-87ef-da1e67e25219\">\u516b\u3001\u5e38\u89c1\u95ee\u9898<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">Q1\uff1a\u62a5\u9519\uff1aDLL load failed while importing khCNN: \u627e\u4e0d\u5230\u6307\u5b9a\u7684\u6a21\u5757\u3002<\/mark><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">A1\uff1a\u539f\u56e0\u662f\u5bf9\u4e8e\u516c\u5f00\u7248\u4ee3\u7801\uff0c\u9700\u8981\u5c06\u5f53\u524d\u7684Python\u7248\u672c\u8bbe\u5b9a\u4e3a3.11\u3002\u4f7f\u7528\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">1.\u5378\u8f7d\u4f60\u73b0\u5728\u5b89\u88c5\u7684anaconda\uff0c\u91cd\u542f\u7535\u8111\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">2.\u70b9\u51fb<a href=\"https:\/\/repo.anaconda.com\/archive\/Anaconda3-2024.02-1-Windows-x86_64.exe\">\u8fd9\u4e2a\u94fe\u63a5<\/a>\uff0c\u4e0b\u8f7danaconda\u8f6f\u4ef6\u3002\u7136\u540e\u53c2\u8003<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/693620785\">\u8fd9\u7bc7\u6587\u7ae0<\/a>\u4e2d\u7684\u7b2c\u4e09\u7ae0\u548c\u7b2c\u56db\u7ae0\u914d\u7f6e\u73af\u5883\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"is-style-iw-2em\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">Q2\uff1a\u7ed8\u5236\u7684\u6df7\u6dc6\u77e9\u9635\u53ea\u6709\u7b2c\u4e00\u884c\u6709\u6570\u5b57\u3002<\/mark><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">A2\uff1a\u8fd9\u662f\u7531\u4e8e<strong>matplotlib<\/strong>\u7248\u672c\u8f83\u9ad8\uff0c\u5bfc\u81f4API\u53d8\u5316\u5bfc\u81f4\u7684\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5728cmd\u6267\u884c\u8fd9\u6761\u6307\u4ee4\uff1aconda install matplotlib=3.7.2<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5b9e\u73b0matplotlib\u7248\u672c\u964d\u7ea7\u5373\u53ef\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>-CNN\u5206\u7c7b\u4f7f\u7528pytorch\u6846\u67b6\u7684\u5feb\u901f\u5b9e\u73b0 &#8211;\u652f\u6301\u4e00\u7ef4\u3001\u4e8c\u7ef4\u3001\u4e09\u7ef4\u6570\u636e\uff0c\u4e14\u6709\u6f14\u793a\u6848\u4f8b\u3002 -\u53ef\u4ee5\u81ea [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4f7f\u7528CNN\u8fdb\u884c\u6a21\u5f0f\u8bc6\u522b\uff08\u5206\u7c7b\uff09\u4ee3\u7801\uff08Python\u7248\uff09 - \u5de5\u5177\u7bb1\u6587\u6863<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.khsci.com\/docs\/index.php\/2024\/04\/21\/cnnclasspy\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528CNN\u8fdb\u884c\u6a21\u5f0f\u8bc6\u522b\uff08\u5206\u7c7b\uff09\u4ee3\u7801\uff08Python\u7248\uff09 - 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